Proof of Cauchy Sequences for a Positive Semidefinite Symmetric Bilinear Form: Cauchy-Schwarz, the Space of Cauchy Sequences, Convergence of Pairings, and Null Sequences
lemmalem:semi-inner-product-cauchy-sequences-2026aCauchy-Schwarz comes from the nonnegative quadratic t -> beta(u+tv,u+tv), and the statements about Cauchy sequences follow from the seminorm inequalities, eventual boundedness of Cauchy sequences and the completeness and limit laws of the real numbers.
This proof uses: the definitions Vector Space over a Field, Linear Map and Linear Subspace, and claims 1, 2 and 5 of Elementary Identities in a Vector Space; for real numbers, Elementary Order Arithmetic in an Ordered Field, Elementary Arithmetic in an Ordered Field, Properties of the Absolute Value in an Ordered Field, Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field, Existence and Uniqueness of the Nonnegative Square Root and claims 3(c) and 3(e) of Real Powers Through the Exponential, and Elementary Asymptotic Tools: Monotonicity, Null Sequences of Negative Powers, Exponential Domination, Integer Rounding, and Square-Root and Exponential Inequalities; for limits, Limit of a Sequence of Real Numbers, Arithmetic of Limits of Real Sequences, Order Properties of Limits of Real Sequences, Constant Sequences and Index-Shifted Sequences of Real Numbers §constant, claim 1 of Uniqueness of Limits and Boundedness of Convergent Real Sequences, Cauchy Sequence of Real Numbers and Every Cauchy Sequence of Real Numbers Converges; and, for indices, claims 1 to 3 of Properties of the Order on the Natural Numbers (the order of is total) with claim 1 of Elementary Properties of the Maximum of Two Elements. Rearrangements of sums, differences and multiples of vectors below are consequences of conditions 1 to 8 of Vector Space over a Field and claims 1, 2 and 5 of Elementary Identities in a Vector Space; in particular and . Write for ; thus and by Existence and Uniqueness of the Nonnegative Square Root.
Step 0 (bilinearity in both arguments). By symmetry, is also linear for each . Hence for and ,
Also by claim 3 of Elementary Identities in a Vector Space, so (the square root of is , by uniqueness in Existence and Uniqueness of the Nonnegative Square Root).
Step 1 (claim 1, Cauchy-Schwarz). Let and . By claim 1 of Properties of the Absolute Value in an Ordered Field, is or , so by claim 2 of Zero Products and Elementary Identities in a Field. Case : then (1) and positive semidefiniteness give for every real . If , then (as by claim 8 of Elementary Order Arithmetic in an Ordered Field, and claim 3 of Zero Products and Elementary Identities in a Field), and gives (claims 6 and 4 of Elementary Order Arithmetic in an Ordered Field), a contradiction; so and since . Case : then , and in (1) gives ; multiplying by (claim 5 of Elementary Arithmetic in an Ordered Field) and translating (claim 3 there), . Since and (claim 5 of Elementary Arithmetic in an Ordered Field), claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field gives .
Step 2 (claim 1, the seminorm). Triangle: by (1) with , (claim 3 of Properties of the Absolute Value in an Ordered Field), Step 1 and claim 5 of Elementary Arithmetic in an Ordered Field,
and both and are nonnegative (claim 2 of Elementary Arithmetic in an Ordered Field), so by claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field. Homogeneity: , using as in Step 1; both sides being nonnegative, by claim 3 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field. Reverse triangle: gives , and likewise ; so (claim 4 of Elementary Order Arithmetic in an Ordered Field), which is the reverse triangle inequality by claim 6 of Properties of the Absolute Value in an Ordered Field.
Step 3 (claim 2). A constant sequence satisfies for all indices. Let , and . Choose for (which is positive, claim 8 of Elementary Order Arithmetic in an Ordered Field) for and , and let ; for we have (claim 1 of Elementary Properties of the Maximum of Two Elements, claim 1 of Properties of the Order on the Natural Numbers), and by Step 2 and claims 3 and 8 of Elementary Order Arithmetic in an Ordered Field,
For multiples, by Step 2; if this is , and otherwise (claim 1 of Properties of the Absolute Value in an Ordered Field) and choosing for (positive by claims 5 and 7 of Elementary Order Arithmetic in an Ordered Field) gives for by claim 10 there. So is closed under termwise sums and multiples. Conditions 1, 2 and 5 to 8 of Vector Space over a Field hold in because they hold in at every index; the constant sequence lies in and satisfies condition 3, and for the sequence satisfies condition 4, since for every (claim 5 of Elementary Identities in a Vector Space). So is a real vector space with zero vector the constant sequence .
Step 4 (eventual bounds). Let . Choosing for and putting , Step 2 gives for every , and .
Step 5 (claim 3). Let , , and , which is positive. By bilinearity and symmetry, , so by claim 5 of Properties of the Absolute Value in an Ordered Field, Step 1 and Step 4, for ,
Let and choose with and for (maximum of two indices as in Step 3). For the right side is (claims 3 and 10 of Elementary Order Arithmetic in an Ordered Field). So is a Cauchy sequence (Cauchy Sequence of Real Numbers) and converges by Every Cauchy Sequence of Real Numbers Converges; its limit is unique by claim 1 of Uniqueness of Limits and Boundedness of Convergent Real Sequences. Symmetry: and are the same sequence. Bilinearity: for and , and , so by claims 1 and 3 of Arithmetic of Limits of Real Sequences and uniqueness of limits, and . Positive semidefiniteness: for every , the constant sequence converges to (Constant Sequences and Index-Shifted Sequences of Real Numbers §constant), so by claim 1 of Order Properties of Limits of Real Sequences. If are constant, is the constant sequence , whose limit is by Constant Sequences and Index-Shifted Sequences of Real Numbers §constant.
Step 6 (claim 4). Subspace: the constant sequence has , so it lies in . For and : , where the right side tends to by claim 1 of Arithmetic of Limits of Real Sequences, so by claim 2 of Order Properties of Limits of Real Sequences; and by claim 3 of Arithmetic of Limits of Real Sequences. With Step 3 this shows is a linear subspace of (Linear Subspace). Characterisation: . If then by claim 2 of Arithmetic of Limits of Real Sequences, so . Conversely, if , then, the terms being nonnegative, claim 3(e) of Real Powers Through the Exponential, and Elementary Asymptotic Tools: Monotonicity, Null Sequences of Negative Powers, Exponential Domination, Integer Rounding, and Square-Root and Exponential Inequalities gives , so . Orthogonality: let , . For , Steps 1 and 4 and claim 5 of Elementary Arithmetic in an Ordered Field give , and by claim 3 of Arithmetic of Limits of Real Sequences; by claim 3(c) of Real Powers Through the Exponential, and Elementary Asymptotic Tools: Monotonicity, Null Sequences of Negative Powers, Exponential Domination, Integer Rounding, and Square-Root and Exponential Inequalities, , so by uniqueness of limits.
Step 7 (claim 5). Let . If , then (as ), so with and . Conversely let . For , and , where and lie in by Step 6; hence and , so . Now let and , so . Then and , which gives and by the equivalence just proved. Finally, by bilinearity and symmetry of (Step 5) and the orthogonality in Step 6,
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Prerequisites
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